{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "995c2f3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基站编号</th>\n",
       "      <th>工作日上班时间人均停留时间</th>\n",
       "      <th>凌晨人均停留时间</th>\n",
       "      <th>周末人均停留时间</th>\n",
       "      <th>日均人流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>36902</td>\n",
       "      <td>78</td>\n",
       "      <td>521</td>\n",
       "      <td>602</td>\n",
       "      <td>2863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>36903</td>\n",
       "      <td>144</td>\n",
       "      <td>600</td>\n",
       "      <td>521</td>\n",
       "      <td>2245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>36904</td>\n",
       "      <td>95</td>\n",
       "      <td>457</td>\n",
       "      <td>468</td>\n",
       "      <td>1283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36905</td>\n",
       "      <td>69</td>\n",
       "      <td>596</td>\n",
       "      <td>695</td>\n",
       "      <td>1054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36906</td>\n",
       "      <td>190</td>\n",
       "      <td>527</td>\n",
       "      <td>691</td>\n",
       "      <td>2051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>35562</td>\n",
       "      <td>87</td>\n",
       "      <td>95</td>\n",
       "      <td>239</td>\n",
       "      <td>8196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>38624</td>\n",
       "      <td>98</td>\n",
       "      <td>90</td>\n",
       "      <td>280</td>\n",
       "      <td>7977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>36017</td>\n",
       "      <td>120</td>\n",
       "      <td>52</td>\n",
       "      <td>134</td>\n",
       "      <td>12621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>38827</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>127</td>\n",
       "      <td>12058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>37787</td>\n",
       "      <td>99</td>\n",
       "      <td>51</td>\n",
       "      <td>264</td>\n",
       "      <td>10552</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>431 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      基站编号  工作日上班时间人均停留时间  凌晨人均停留时间  周末人均停留时间  日均人流量\n",
       "0    36902             78       521       602   2863\n",
       "1    36903            144       600       521   2245\n",
       "2    36904             95       457       468   1283\n",
       "3    36905             69       596       695   1054\n",
       "4    36906            190       527       691   2051\n",
       "..     ...            ...       ...       ...    ...\n",
       "426  35562             87        95       239   8196\n",
       "427  38624             98        90       280   7977\n",
       "428  36017            120        52       134  12621\n",
       "429  38827             99        99       127  12058\n",
       "430  37787             99        51       264  10552\n",
       "\n",
       "[431 rows x 5 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas\n",
    "\n",
    "data = pandas.read_csv('基站信息.csv')\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "80e0fb4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = 'Microsoft Yahei'\n",
    "plt.rcParams['figure.figsize'] = (16,9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "982a662d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x23305f7fcd0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制散点矩阵图\n",
    "sns.pairplot(data, vars=cols, plot_kws={'s':10})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "45faf229",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作日上班时间人均停留时间</th>\n",
       "      <th>凌晨人均停留时间</th>\n",
       "      <th>周末人均停留时间</th>\n",
       "      <th>日均人流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.829861</td>\n",
       "      <td>1.506510</td>\n",
       "      <td>1.568384</td>\n",
       "      <td>-0.734808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.358142</td>\n",
       "      <td>1.899610</td>\n",
       "      <td>1.162577</td>\n",
       "      <td>-0.915554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.708357</td>\n",
       "      <td>1.188050</td>\n",
       "      <td>0.897050</td>\n",
       "      <td>-1.196909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.894186</td>\n",
       "      <td>1.879706</td>\n",
       "      <td>2.034310</td>\n",
       "      <td>-1.263884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.029368</td>\n",
       "      <td>1.536366</td>\n",
       "      <td>2.014270</td>\n",
       "      <td>-0.972293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>-0.765535</td>\n",
       "      <td>-0.613242</td>\n",
       "      <td>-0.250230</td>\n",
       "      <td>0.824927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>-0.686916</td>\n",
       "      <td>-0.638122</td>\n",
       "      <td>-0.044822</td>\n",
       "      <td>0.760877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>-0.529676</td>\n",
       "      <td>-0.827207</td>\n",
       "      <td>-0.776276</td>\n",
       "      <td>2.119101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>-0.679768</td>\n",
       "      <td>-0.593338</td>\n",
       "      <td>-0.811346</td>\n",
       "      <td>1.954441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>-0.679768</td>\n",
       "      <td>-0.832183</td>\n",
       "      <td>-0.124982</td>\n",
       "      <td>1.513984</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>431 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     工作日上班时间人均停留时间  凌晨人均停留时间  周末人均停留时间     日均人流量\n",
       "0        -0.829861  1.506510  1.568384 -0.734808\n",
       "1        -0.358142  1.899610  1.162577 -0.915554\n",
       "2        -0.708357  1.188050  0.897050 -1.196909\n",
       "3        -0.894186  1.879706  2.034310 -1.263884\n",
       "4        -0.029368  1.536366  2.014270 -0.972293\n",
       "..             ...       ...       ...       ...\n",
       "426      -0.765535 -0.613242 -0.250230  0.824927\n",
       "427      -0.686916 -0.638122 -0.044822  0.760877\n",
       "428      -0.529676 -0.827207 -0.776276  2.119101\n",
       "429      -0.679768 -0.593338 -0.811346  1.954441\n",
       "430      -0.679768 -0.832183 -0.124982  1.513984\n",
       "\n",
       "[431 rows x 4 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = [\n",
    "    '工作日上班时间人均停留时间', \n",
    "    '凌晨人均停留时间', \n",
    "    '周末人均停留时间', \n",
    "    '日均人流量'\n",
    "]\n",
    "\n",
    "from sklearn.preprocessing import scale\n",
    "#因为人流量和时间属于不同的计量单位，\n",
    "#因此需要对这份数据需要进行标准化\n",
    "scaleData = pandas.DataFrame(\n",
    "    scale(data[cols]), columns=cols\n",
    ")\n",
    "\n",
    "scaleData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "73e512a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2330c60bee0>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制散点矩阵图\n",
    "sns.pairplot(scaleData, vars=cols, plot_kws={'s':10})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "cb9e67a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "工作日上班时间人均停留时间   -0.0\n",
      "凌晨人均停留时间         0.0\n",
      "周末人均停留时间        -0.0\n",
      "日均人流量            0.0\n",
      "dtype: float64\n",
      "工作日上班时间人均停留时间    1.001162\n",
      "凌晨人均停留时间         1.001162\n",
      "周末人均停留时间         1.001162\n",
      "日均人流量            1.001162\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(scaleData.mean().round(6))\n",
    "print(scaleData.std().round(6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "ee30048d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作日上班时间人均停留时间</th>\n",
       "      <th>凌晨人均停留时间</th>\n",
       "      <th>周末人均停留时间</th>\n",
       "      <th>日均人流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>工作日上班时间人均停留时间</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.408136</td>\n",
       "      <td>-0.472209</td>\n",
       "      <td>-0.168907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>凌晨人均停留时间</th>\n",
       "      <td>-0.408136</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.915373</td>\n",
       "      <td>-0.724095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周末人均停留时间</th>\n",
       "      <td>-0.472209</td>\n",
       "      <td>0.915373</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.623057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日均人流量</th>\n",
       "      <td>-0.168907</td>\n",
       "      <td>-0.724095</td>\n",
       "      <td>-0.623057</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               工作日上班时间人均停留时间  凌晨人均停留时间  周末人均停留时间     日均人流量\n",
       "工作日上班时间人均停留时间       1.000000 -0.408136 -0.472209 -0.168907\n",
       "凌晨人均停留时间           -0.408136  1.000000  0.915373 -0.724095\n",
       "周末人均停留时间           -0.472209  0.915373  1.000000 -0.623057\n",
       "日均人流量              -0.168907 -0.724095 -0.623057  1.000000"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#计算相关系数矩阵\n",
    "dCorr = scaleData[cols].corr()\n",
    "\n",
    "dCorr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "d0012fd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='0', ylabel='1'>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_cols = [\n",
    "    '工作日上班时间人均停留时间', \n",
    "    '凌晨人均停留时间', \n",
    "    '周末人均停留时间', \n",
    "    '日均人流量'\n",
    "]\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "pca_2 = PCA(n_components=2)\n",
    "data_pca_2 = pandas.DataFrame(\n",
    "    pca_2.fit_transform(scaleData[train_cols])\n",
    ")\n",
    "sns.scatterplot(\n",
    "    x=data_pca_2[0],\n",
    "    y=data_pca_2[1],\n",
    "    s=10\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "f8abe3fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='0', ylabel='1'>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "n_clusters = 3\n",
    "\n",
    "kmModel = KMeans(n_clusters)\n",
    "\n",
    "target = kmModel.fit_predict(scaleData[train_cols])\n",
    "\n",
    "sns.scatterplot(\n",
    "    x=data_pca_2[0],\n",
    "    y=data_pca_2[1],\n",
    "    hue=target,\n",
    "    palette=sns.color_palette()[:n_clusters],\n",
    "    s=10\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "37f4fd02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2330d3256d0>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 761.875x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labeled_data = scaleData.join(pandas.Series(target, name='类型'))\n",
    "sns.pairplot(labeled_data, vars=cols, hue='类型', palette=sns.color_palette()[:n_clusters], plot_kws={'s':10})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8edb25f",
   "metadata": {},
   "source": [
    "# 思考\n",
    "\n",
    "1. 如何评判聚类分析的准确性？\n",
    "2. 以上聚类分析的有效性如何？\n",
    "3. 如何提升以上聚类分析的效果？"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
